Pandas Profiling Report

Dataset statistics

Number of variables	15
Number of observations	8679298
Missing cells	22238246
Missing cells (%)	17.1%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	993.3 MiB
Average record size in memory	120.0 B

Variable types

Numeric	4
Categorical	7
Unsupported	4

Alerts

`EntryDate` has a high cardinality: 2911 distinct values	High cardinality
`EntryTime` has a high cardinality: 27227 distinct values	High cardinality
`Code` has a high cardinality: 2025 distinct values	High cardinality
`Analyte` has a high cardinality: 3479 distinct values	High cardinality
`ValueNumber` has a high cardinality: 23084 distinct values	High cardinality
`ValueText` has a high cardinality: 32847 distinct values	High cardinality
`Unit` has a high cardinality: 195 distinct values	High cardinality
`Report` is highly overall correlated with `ID`	High correlation
`ID` is highly overall correlated with `Report`	High correlation
`Code` has 8106112 (93.4%) missing values	Missing
`NCLP` has 573524 (6.6%) missing values	Missing
`ValueNumber` has 1338881 (15.4%) missing values	Missing
`ValueText` has 7340434 (84.6%) missing values	Missing
`RefHigh` has 1747017 (20.1%) missing values	Missing
`RefLow` has 1747253 (20.1%) missing values	Missing
`Unit` has 1383102 (15.9%) missing values	Missing
`RefHigh` is an unsupported type, check if it needs cleaning or further analysis	Unsupported
`RefLow` is an unsupported type, check if it needs cleaning or further analysis	Unsupported
`NLCP_E` is an unsupported type, check if it needs cleaning or further analysis	Unsupported
`NCLP_E` is an unsupported type, check if it needs cleaning or further analysis	Unsupported

Reproduction

Analysis started	2022-11-26 18:44:53.784016
Analysis finished	2022-11-26 18:48:03.954673
Duration	3 minutes and 10.17 seconds
Software version	pandas-profiling vv3.5.0
Download configuration	config.json

Patient
Real number (ℝ)

Distinct	14158
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	455221.28

Minimum	85
Maximum	1472547
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	66.2 MiB

Quantile statistics

Minimum	85
5-th percentile	8140
Q1	60424
median	180869
Q3	1181123
95-th percentile	1243465
Maximum	1472547
Range	1472462
Interquartile range (IQR)	1120699

Descriptive statistics

Standard deviation	495840.26
Coefficient of variation (CV)	1.0892291
Kurtosis	-1.238934
Mean	455221.28
Median Absolute Deviation (MAD)	155062
Skewness	0.75973107
Sum	3.9510011 × 10¹²
Variance	2.4585757 × 10¹¹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
210904	12656	0.1%
1203600	12262	0.1%
1248228	11517	0.1%
193098	10777	0.1%
210732	10225	0.1%
583928	9983	0.1%
1205878	9664	0.1%
212373	9280	0.1%
1205251	9147	0.1%
1236850	9122	0.1%
Other values (14148)	8574665	98.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
85	1683	< 0.1%
99	476	< 0.1%
104	574	< 0.1%
124	1154	< 0.1%
126	594	< 0.1%
131	496	< 0.1%
153	1021	< 0.1%
224	1026	< 0.1%
254	707	< 0.1%
287	2140	< 0.1%

Value	Count	Frequency (%)
1472547	1050	< 0.1%
1340726	1863	< 0.1%
1305340	2428	< 0.1%
1298848	372	< 0.1%
1290559	137	< 0.1%
1286279	464	< 0.1%
1284508	822	< 0.1%
1283452	503	< 0.1%
1283279	265	< 0.1%
1272007	207	< 0.1%

Report
Real number (ℝ)

Distinct	629860
Distinct (%)	7.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	18955521

Minimum	1237515
Maximum	27823222
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	66.2 MiB

Quantile statistics

Minimum	1237515
5-th percentile	1533431
Q1	17679873
median	20802937
Q3	24266728
95-th percentile	27118895
Maximum	27823222
Range	26585707
Interquartile range (IQR)	6586855

Descriptive statistics

Standard deviation	7645952.7
Coefficient of variation (CV)	0.40336283
Kurtosis	0.69463298
Mean	18955521
Median Absolute Deviation (MAD)	3270230
Skewness	-1.3245439
Sum	1.6452062 × 10¹⁴
Variance	5.8460592 × 10¹³
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
26739266	195	< 0.1%
26740660	195	< 0.1%
26739216	195	< 0.1%
26739424	195	< 0.1%
26740099	191	< 0.1%
26739267	191	< 0.1%
26740661	191	< 0.1%
26739217	191	< 0.1%
26737746	191	< 0.1%
26739425	191	< 0.1%
Other values (629850)	8677372	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1237515	2	< 0.1%
1237550	5	< 0.1%
1237586	14	< 0.1%
1237620	4	< 0.1%
1237625	2	< 0.1%
1237633	2	< 0.1%
1237635	9	< 0.1%
1237652	13	< 0.1%
1237653	4	< 0.1%
1237658	5	< 0.1%

Value	Count	Frequency (%)
27823222	3	< 0.1%
27823214	9	< 0.1%
27823209	9	< 0.1%
27823190	1	< 0.1%
27823188	9	< 0.1%
27823174	3	< 0.1%
27823149	1	< 0.1%
27823105	19	< 0.1%
27823103	16	< 0.1%
27823101	1	< 0.1%

ID
Real number (ℝ)

Distinct	8604099
Distinct (%)	99.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	69795856

Minimum	1282
Maximum	1.9273763 × 10⁸
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	66.2 MiB

Quantile statistics

Minimum	1282
5-th percentile	6458270.8
Q1	23188354
median	52265658
Q3	1.1075503 × 10⁸
95-th percentile	1.6219078 × 10⁸
Maximum	1.9273763 × 10⁸
Range	1.9273635 × 10⁸
Interquartile range (IQR)	87566671

Descriptive statistics

Standard deviation	53137093
Coefficient of variation (CV)	0.7613216
Kurtosis	-0.84762724
Mean	69795856
Median Absolute Deviation (MAD)	35994544
Skewness	0.58835003
Sum	6.0577903 × 10¹⁴
Variance	2.8235507 × 10¹⁵
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
27803180	2	< 0.1%
21865565	2	< 0.1%
20650535	2	< 0.1%
21656037	2	< 0.1%
21656038	2	< 0.1%
21656039	2	< 0.1%
21656040	2	< 0.1%
21656041	2	< 0.1%
20650536	2	< 0.1%
20650537	2	< 0.1%
Other values (8604089)	8679278	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1282	1	< 0.1%
1491	1	< 0.1%
4796	1	< 0.1%
4797	1	< 0.1%
4798	1	< 0.1%
4799	1	< 0.1%
4800	1	< 0.1%
4801	1	< 0.1%
4802	1	< 0.1%
4803	1	< 0.1%

Value	Count	Frequency (%)
192737629	1	< 0.1%
192737628	1	< 0.1%
192737474	1	< 0.1%
192737473	1	< 0.1%
192737472	1	< 0.1%
192737424	1	< 0.1%
192737423	1	< 0.1%
192737422	1	< 0.1%
192737421	1	< 0.1%
192737420	1	< 0.1%

EntryDate
Categorical

Distinct	2911
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	66.2 MiB

03.10.2022	9468
12.09.2022	8834
07.09.2022	8647
21.11.2022	8515
05.09.2022	8333
Other values (2906)	8635501

Length

Max length	10
Median length	10
Mean length	10
Min length	10

Characters and Unicode

Total characters	86792980
Distinct characters	11
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	< 0.1%

Sample

1st row	30.09.2022
2nd row	30.09.2022
3rd row	16.04.2015
4th row	16.04.2015
5th row	16.04.2015

Common Values

Value	Count	Frequency (%)
03.10.2022	9468	0.1%
12.09.2022	8834	0.1%
07.09.2022	8647	0.1%
21.11.2022	8515	0.1%
05.09.2022	8333	0.1%
04.10.2022	7943	0.1%
03.05.2022	7581	0.1%
10.10.2022	7565	0.1%
02.05.2022	7514	0.1%
10.01.2022	7488	0.1%
Other values (2901)	8597410	99.1%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
03.10.2022	9468	0.1%
12.09.2022	8834	0.1%
07.09.2022	8647	0.1%
21.11.2022	8515	0.1%
05.09.2022	8333	0.1%
04.10.2022	7943	0.1%
03.05.2022	7581	0.1%
10.10.2022	7565	0.1%
02.05.2022	7514	0.1%
10.01.2022	7488	0.1%
Other values (2901)	8597410	99.1%

Most occurring characters

Value	Count	Frequency (%)
0	20536993	23.7%
2	18261521	21.0%
.	17358596	20.0%
1	14100046	16.2%
5	2774007	3.2%
6	2722345	3.1%
9	2706267	3.1%
7	2398301	2.8%
8	2326732	2.7%
3	2018337	2.3%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	69434384	80.0%
Other Punctuation	17358596	20.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	20536993	29.6%
2	18261521	26.3%
1	14100046	20.3%
5	2774007	4.0%
6	2722345	3.9%
9	2706267	3.9%
7	2398301	3.5%
8	2326732	3.4%
3	2018337	2.9%
4	1589835	2.3%

Other Punctuation

Value	Count	Frequency (%)
.	17358596	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	86792980	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	20536993	23.7%
2	18261521	21.0%
.	17358596	20.0%
1	14100046	16.2%
5	2774007	3.2%
6	2722345	3.1%
9	2706267	3.1%
7	2398301	2.8%
8	2326732	2.7%
3	2018337	2.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	86792980	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	20536993	23.7%
2	18261521	21.0%
.	17358596	20.0%
1	14100046	16.2%
5	2774007	3.2%
6	2722345	3.1%
9	2706267	3.1%
7	2398301	2.8%
8	2326732	2.7%
3	2018337	2.3%

EntryTime
Categorical

Distinct	27227
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	66.2 MiB

30.12.1899 6:00:00	505282
30.12.1899 7:00:00	169117
30.12.1899 6:30:00	146460
30.12.1899 7:30:00	105216
30.12.1899 8:00:00	80819
Other values (27222)	7672404

Length

Max length	19
Median length	18
Mean length	18.126613
Min length	18

Characters and Unicode

Total characters	157326278
Distinct characters	13
Distinct categories	3 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	12782 ?
Unique (%)	0.1%

Sample

1st row	30.12.1899 7:42:00
2nd row	30.12.1899 7:42:00
3rd row	30.12.1899 7:31:00
4th row	30.12.1899 7:31:00
5th row	30.12.1899 7:31:00

Common Values

Value	Count	Frequency (%)
30.12.1899 6:00:00	505282	5.8%
30.12.1899 7:00:00	169117	1.9%
30.12.1899 6:30:00	146460	1.7%
30.12.1899 7:30:00	105216	1.2%
30.12.1899 8:00:00	80819	0.9%
30.12.1899 10:00:00	80726	0.9%
30.12.1899 7:15:00	77290	0.9%
30.12.1899 6:36:00	75669	0.9%
30.12.1899 7:20:00	75477	0.9%
30.12.1899 6:37:00	75223	0.9%
Other values (27217)	7288019	84.0%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
30.12.1899	8679298	50.0%
6:00:00	505282	2.9%
7:00:00	169117	1.0%
6:30:00	146460	0.8%
7:30:00	105216	0.6%
8:00:00	80819	0.5%
10:00:00	80726	0.5%
7:15:00	77290	0.4%
6:36:00	75669	0.4%
7:20:00	75477	0.4%
Other values (27218)	7363242	42.4%

Most occurring characters

Value	Count	Frequency (%)
0	30232683	19.2%
1	20535435	13.1%
9	18477092	11.7%
.	17358596	11.0%
:	17358596	11.0%
3	11384724	7.2%
2	10814043	6.9%
8	10284590	6.5%
	8679298	5.5%
7	4398647	2.8%
Other values (3)	7802574	5.0%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	113929788	72.4%
Other Punctuation	34717192	22.1%
Space Separator	8679298	5.5%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	30232683	26.5%
1	20535435	18.0%
9	18477092	16.2%
3	11384724	10.0%
2	10814043	9.5%
8	10284590	9.0%
7	4398647	3.9%
6	3472949	3.0%
4	2204150	1.9%
5	2125475	1.9%

Other Punctuation

Value	Count	Frequency (%)
.	17358596	50.0%
:	17358596	50.0%

Space Separator

Value	Count	Frequency (%)
	8679298	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	157326278	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	30232683	19.2%
1	20535435	13.1%
9	18477092	11.7%
.	17358596	11.0%
:	17358596	11.0%
3	11384724	7.2%
2	10814043	6.9%
8	10284590	6.5%
	8679298	5.5%
7	4398647	2.8%
Other values (3)	7802574	5.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	157326278	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	30232683	19.2%
1	20535435	13.1%
9	18477092	11.7%
.	17358596	11.0%
:	17358596	11.0%
3	11384724	7.2%
2	10814043	6.9%
8	10284590	6.5%
	8679298	5.5%
7	4398647	2.8%
Other values (3)	7802574	5.0%

Code
Categorical

HIGH CARDINALITY
MISSING

Distinct	2025
Distinct (%)	0.4%
Missing	8106112
Missing (%)	93.4%
Memory size	66.2 MiB

41366	77143
20045	55042
20044	49730
40669	49714
40668	49712
Other values (2020)	291845

Length

Max length	34
Median length	5
Mean length	6.6410031
Min length	3

Characters and Unicode

Total characters	3806530
Distinct characters	52
Distinct categories	7 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	498 ?
Unique (%)	0.1%

Sample

1st row	SZU-HEP_0004__R
2nd row	ZU-OKM_0024__R
3rd row	20411
4th row	20042
5th row	20411

Common Values

Value	Count	Frequency (%)
41366	77143	0.9%
20045	55042	0.6%
20044	49730	0.6%
40669	49714	0.6%
40668	49712	0.6%
20411	28244	0.3%
20042	27766	0.3%
8094	22631	0.3%
9520	12429	0.1%
9524	12429	0.1%
Other values (2015)	188346	2.2%
(Missing)	8106112	93.4%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
41366	77143	13.3%
20045	55042	9.5%
20044	49730	8.6%
40669	49714	8.6%
40668	49712	8.6%
20411	28244	4.9%
20042	27766	4.8%
8094	22631	3.9%
9520	12429	2.2%
9524	12429	2.2%
Other values (2044)	193136	33.4%

Most occurring characters

Value	Count	Frequency (%)
0	700804	18.4%
4	480708	12.6%
6	378511	9.9%
2	337420	8.9%
_	264513	6.9%
1	247718	6.5%
M	174898	4.6%
9	162389	4.3%
5	143039	3.8%
3	139469	3.7%
Other values (42)	777061	20.4%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	2717681	71.4%
Uppercase Letter	718544	18.9%
Connector Punctuation	264513	6.9%
Dash Punctuation	87989	2.3%
Lowercase Letter	10035	0.3%
Space Separator	4790	0.1%
Other Punctuation	2978	0.1%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
M	174898	24.3%
L	89636	12.5%
I	88036	12.3%
E	87777	12.2%
P	87758	12.2%
K	87703	12.2%
R	60557	8.4%
S	27132	3.8%
C	3728	0.5%
H	3227	0.4%
Other values (15)	8092	1.1%

Lowercase Letter

Value	Count	Frequency (%)
a	2242	22.3%
e	1916	19.1%
s	958	9.5%
r	958	9.5%
i	958	9.5%
o	958	9.5%
g	958	9.5%
h	958	9.5%
w	103	1.0%
c	23	0.2%

Decimal Number

Value	Count	Frequency (%)
0	700804	25.8%
4	480708	17.7%
6	378511	13.9%
2	337420	12.4%
1	247718	9.1%
9	162389	6.0%
5	143039	5.3%
3	139469	5.1%
8	103770	3.8%
7	23853	0.9%

Other Punctuation

Value	Count	Frequency (%)
:	1312	44.1%
*	1312	44.1%
,	354	11.9%

Connector Punctuation

Value	Count	Frequency (%)
_	264513	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	87989	100.0%

Space Separator

Value	Count	Frequency (%)
	4790	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	3077951	80.9%
Latin	728579	19.1%

Most frequent character per script

Latin

Value	Count	Frequency (%)
M	174898	24.0%
L	89636	12.3%
I	88036	12.1%
E	87777	12.0%
P	87758	12.0%
K	87703	12.0%
R	60557	8.3%
S	27132	3.7%
C	3728	0.5%
H	3227	0.4%
Other values (26)	18127	2.5%

Common

Value	Count	Frequency (%)
0	700804	22.8%
4	480708	15.6%
6	378511	12.3%
2	337420	11.0%
_	264513	8.6%
1	247718	8.0%
9	162389	5.3%
5	143039	4.6%
3	139469	4.5%
8	103770	3.4%
Other values (6)	119610	3.9%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	3806530	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	700804	18.4%
4	480708	12.6%
6	378511	9.9%
2	337420	8.9%
_	264513	6.9%
1	247718	6.5%
M	174898	4.6%
9	162389	4.3%
5	143039	3.8%
3	139469	3.7%
Other values (42)	777061	20.4%

NCLP
Real number (ℝ)

Distinct	1619
Distinct (%)	< 0.1%
Missing	573524
Missing (%)	6.6%
Infinite	0
Infinite (%)	0.0%
Mean	7552.2215

Minimum	53
Maximum	53191
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	66.2 MiB

Quantile statistics

Minimum	53
5-th percentile	921
Q1	3078
median	4769
Q3	12460
95-th percentile	17339
Maximum	53191
Range	53138
Interquartile range (IQR)	9382

Descriptive statistics

Standard deviation	6188.5202
Coefficient of variation (CV)	0.81943044
Kurtosis	5.7807276
Mean	7552.2215
Median Absolute Deviation (MAD)	3419
Skewness	1.4040591
Sum	6.1216601 × 10¹⁰
Variance	38297782
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
8574	144122	1.7%
1675	134565	1.6%
2688	134542	1.6%
1991	134540	1.6%
13808	134536	1.6%
2099	134488	1.5%
2419	134484	1.5%
4726	134482	1.5%
4769	134480	1.5%
16263	134308	1.5%
Other values (1609)	6751227	77.8%
(Missing)	573524	6.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
53	147	< 0.1%
54	145	< 0.1%
80	1546	< 0.1%
82	871	< 0.1%
88	1	< 0.1%
116	1546	< 0.1%
118	871	< 0.1%
124	1	< 0.1%
149	1	< 0.1%
159	908	< 0.1%

Value	Count	Frequency (%)
53191	21	< 0.1%
52685	1409	< 0.1%
52684	151	< 0.1%
52683	1	< 0.1%
52681	7807	0.1%
52680	1671	< 0.1%
52674	7	< 0.1%
52673	32	< 0.1%
52672	3632	< 0.1%
52671	267	< 0.1%

Analyte
Categorical

Distinct	3479
Distinct (%)	< 0.1%
Missing	1923
Missing (%)	< 0.1%
Memory size	66.2 MiB

s_kreatinin	144100
B_Hemoglobin	134480
B_Erytrocyty	134479
B_Hematokrit	134479
B_Trombocyty	134479
Other values (3474)	7995358

Length

Max length	67
Median length	51
Mean length	10.656878
Min length	1

Characters and Unicode

Total characters	92473723
Distinct characters	110
Distinct categories	11 ?
Distinct scripts	2 ?
Distinct blocks	4 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	920 ?
Unique (%)	< 0.1%

Sample

1st row	HBsAg konfirmace
2nd row	Rotaviry + Noroviry stolice
3rd row	s_vápník celk.
4th row	s_fosfor
5th row	s_hořčík

Common Values

Value	Count	Frequency (%)
s_kreatinin	144100	1.7%
B_Hemoglobin	134480	1.5%
B_Erytrocyty	134479	1.5%
B_Hematokrit	134479	1.5%
B_Trombocyty	134479	1.5%
B_Leukocyty	134479	1.5%
B_MCV	134477	1.5%
B_MCH	134477	1.5%
B_MCHC	134477	1.5%
B_RDW	134476	1.5%
Other values (3469)	7322972	84.4%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
cholest	311720	2.9%
celk	272070	2.5%
b_thr	270278	2.5%
uf	249467	2.3%
u_epitelie	175452	1.6%
u_leukocyty	151861	1.4%
u_válce	151817	1.4%
s_kreatinin	144132	1.3%
objem	139587	1.3%
b_leukocyty	136424	1.3%
Other values (3063)	8889437	81.6%

Most occurring characters

Value	Count	Frequency (%)
_	8945969	9.7%
o	5253273	5.7%
s	4641648	5.0%
e	4550671	4.9%
t	4061586	4.4%
l	4008082	4.3%
r	3925049	4.2%
i	3914180	4.2%
y	3519438	3.8%
a	3510497	3.8%
Other values (100)	46143330	49.9%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	59839356	64.7%
Uppercase Letter	18266690	19.8%
Connector Punctuation	8945969	9.7%
Space Separator	2233708	2.4%
Other Punctuation	1487831	1.6%
Decimal Number	803795	0.9%
Dash Punctuation	521520	0.6%
Math Symbol	142496	0.2%
Open Punctuation	113902	0.1%
Close Punctuation	113887	0.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
o	5253273	8.8%
s	4641648	7.8%
e	4550671	7.6%
t	4061586	6.8%
l	4008082	6.7%
r	3925049	6.6%
i	3914180	6.5%
y	3519438	5.9%
a	3510497	5.9%
n	3279090	5.5%
Other values (33)	19175842	32.0%

Uppercase Letter

Value	Count	Frequency (%)
B	3229915	17.7%
U	1947634	10.7%
T	1914675	10.5%
H	1240246	6.8%
L	1115814	6.1%
C	1113063	6.1%
D	1038222	5.7%
A	960739	5.3%
P	837597	4.6%
M	706294	3.9%
Other values (23)	4162491	22.8%

Other Punctuation

Value	Count	Frequency (%)
.	1384974	93.1%
%	62467	4.2%
/	34598	2.3%
,	3441	0.2%
:	1447	0.1%
;	579	< 0.1%
*	254	< 0.1%
#	66	< 0.1%
?	3	< 0.1%
!	2	< 0.1%

Decimal Number

Value	Count	Frequency (%)
1	377494	47.0%
2	214601	26.7%
3	82471	10.3%
4	58623	7.3%
9	27872	3.5%
5	14211	1.8%
0	10738	1.3%
8	7350	0.9%
6	6765	0.8%
7	3670	0.5%

Math Symbol

Value	Count	Frequency (%)
>	134381	94.3%
+	8111	5.7%
=	4	< 0.1%

Space Separator

Value	Count	Frequency (%)
	2233702	> 99.9%
	6	< 0.1%

Dash Punctuation

Value	Count	Frequency (%)
-	521512	> 99.9%
–	8	< 0.1%

Open Punctuation

Value	Count	Frequency (%)
(	113016	99.2%
[	886	0.8%

Close Punctuation

Value	Count	Frequency (%)
)	113007	99.2%
]	880	0.8%

Other Symbol

Value	Count	Frequency (%)
™	4557	99.7%
°	12	0.3%

Connector Punctuation

Value	Count	Frequency (%)
_	8945969	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	78106046	84.5%
Common	14367677	15.5%

Most frequent character per script

Latin

Value	Count	Frequency (%)
o	5253273	6.7%
s	4641648	5.9%
e	4550671	5.8%
t	4061586	5.2%
l	4008082	5.1%
r	3925049	5.0%
i	3914180	5.0%
y	3519438	4.5%
a	3510497	4.5%
n	3279090	4.2%
Other values (66)	37442532	47.9%

Common

Value	Count	Frequency (%)
_	8945969	62.3%
	2233702	15.5%
.	1384974	9.6%
-	521512	3.6%
1	377494	2.6%
2	214601	1.5%
>	134381	0.9%
(	113016	0.8%
)	113007	0.8%
3	82471	0.6%
Other values (24)	246550	1.7%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	90120659	97.5%
None	2348499	2.5%
Letterlike Symbols	4557	< 0.1%
Punctuation	8	< 0.1%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
_	8945969	9.9%
o	5253273	5.8%
s	4641648	5.2%
e	4550671	5.0%
t	4061586	4.5%
l	4008082	4.4%
r	3925049	4.4%
i	3914180	4.3%
y	3519438	3.9%
a	3510497	3.9%
Other values (72)	43790266	48.6%

None

Value	Count	Frequency (%)
í	659737	28.1%
á	573573	24.4%
č	279755	11.9%
é	262785	11.2%
ó	251870	10.7%
ř	104270	4.4%
ž	94351	4.0%
ý	51167	2.2%
š	30613	1.3%
ů	26985	1.1%
Other values (16)	13393	0.6%

Letterlike Symbols

Value	Count	Frequency (%)
™	4557	100.0%

Punctuation

Value	Count	Frequency (%)
–	8	100.0%

ValueNumber
Categorical

HIGH CARDINALITY
MISSING

Distinct	23084
Distinct (%)	0.3%
Missing	1338881
Missing (%)	15.4%
Memory size	66.2 MiB

0	435532
1	68671
2	50246
5	44935
5.5	41213
Other values (23079)	6699820

Length

Max length	8
Median length	7
Mean length	3.3814182
Min length	1

Characters and Unicode

Total characters	24821020
Distinct characters	13
Distinct categories	4 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	8522 ?
Unique (%)	0.1%

Sample

1st row	2.37
2nd row	1.32
3rd row	0.75
4th row	138.9
5th row	10.36

Common Values

Value	Count	Frequency (%)
0	435532	5.0%
1	68671	0.8%
2	50246	0.6%
5	44935	0.5%
5.5	41213	0.5%
3	40192	0.5%
0.3	39812	0.5%
0.4	38905	0.4%
0.02	36362	0.4%
0.2	35349	0.4%
Other values (23074)	6509200	75.0%
(Missing)	1338881	15.4%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
0	435532	5.9%
1	68935	0.9%
2	50451	0.7%
5	45024	0.6%
5.5	41304	0.6%
3	40390	0.5%
0.3	40100	0.5%
0.4	39206	0.5%
0.02	36362	0.5%
0.2	35645	0.5%
Other values (22863)	6519674	88.7%

Most occurring characters

Value	Count	Frequency (%)
.	5542547	22.3%
1	3388325	13.7%
0	2682178	10.8%
3	2290612	9.2%
2	2112167	8.5%
4	2019656	8.1%
5	1609675	6.5%
6	1345696	5.4%
7	1277717	5.1%
8	1268324	5.1%
Other values (3)	1284123	5.2%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	19254061	77.6%
Other Punctuation	5542547	22.3%
Space Separator	12206	< 0.1%
Dash Punctuation	12206	< 0.1%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
1	3388325	17.6%
0	2682178	13.9%
3	2290612	11.9%
2	2112167	11.0%
4	2019656	10.5%
5	1609675	8.4%
6	1345696	7.0%
7	1277717	6.6%
8	1268324	6.6%
9	1259711	6.5%

Other Punctuation

Value	Count	Frequency (%)
.	5542547	100.0%

Space Separator

Value	Count	Frequency (%)
	12206	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	12206	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	24821020	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
.	5542547	22.3%
1	3388325	13.7%
0	2682178	10.8%
3	2290612	9.2%
2	2112167	8.5%
4	2019656	8.1%
5	1609675	6.5%
6	1345696	5.4%
7	1277717	5.1%
8	1268324	5.1%
Other values (3)	1284123	5.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	24821020	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
.	5542547	22.3%
1	3388325	13.7%
0	2682178	10.8%
3	2290612	9.2%
2	2112167	8.5%
4	2019656	8.1%
5	1609675	6.5%
6	1345696	5.4%
7	1277717	5.1%
8	1268324	5.1%
Other values (3)	1284123	5.2%

ValueText
Categorical

HIGH CARDINALITY
MISSING

Distinct	32847
Distinct (%)	2.5%
Missing	7340434
Missing (%)	84.6%
Memory size	66.2 MiB

negativní	485411
normalní nález	138384
normal	105600
ojediněle	65120
normální nález	60485
Other values (32842)	483864

Length

Max length	1920
Median length	1807
Mean length	17.411001
Min length	1

Characters and Unicode

Total characters	23310962
Distinct characters	134
Distinct categories	13 ?
Distinct scripts	2 ?
Distinct blocks	3 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	26196 ?
Unique (%)	2.0%

Sample

1st row	externě
2nd row	odběr
3rd row	normal
4th row	negativní
5th row	negativní

Common Values

Value	Count	Frequency (%)
negativní	485411	5.6%
normalní nález	138384	1.6%
normal	105600	1.2%
ojediněle	65120	0.8%
normální nález	60485	0.7%
ordinace	50572	0.6%
nelze hodnotit	37990	0.4%
odběr	27114	0.3%
Není známo, zda pacient užívá Warfarin (kumariny)	20592	0.2%
POZOR!!! Změna principu stanovení močového sedimentu (průtoková cytometrie).	18463	0.2%
Other values (32837)	329133	3.8%
(Missing)	7340434	84.6%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
negativní	488157	16.4%
nález	199216	6.7%
normalní	138384	4.7%
normal	105650	3.6%
pacient	71962	2.4%
ojediněle	65372	2.2%
	63172	2.1%
užívá	62016	2.1%
normální	60644	2.0%
ordinace	50576	1.7%
Other values (32105)	1669227	56.1%

Most occurring characters

Value	Count	Frequency (%)
n	2792801	12.0%
	1724095	7.4%
e	1683160	7.2%
a	1485544	6.4%
o	1331305	5.7%
i	1186964	5.1%
t	1032153	4.4%
í	932939	4.0%
r	895491	3.8%
v	850125	3.6%
Other values (124)	9396385	40.3%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	18388306	78.9%
Space Separator	1724095	7.4%
Uppercase Letter	1175047	5.0%
Decimal Number	706778	3.0%
Other Punctuation	597388	2.6%
Control	225098	1.0%
Dash Punctuation	201138	0.9%
Math Symbol	123628	0.5%
Open Punctuation	77318	0.3%
Close Punctuation	77257	0.3%
Other values (3)	14909	0.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
n	2792801	15.2%
e	1683160	9.2%
a	1485544	8.1%
o	1331305	7.2%
i	1186964	6.5%
t	1032153	5.6%
í	932939	5.1%
r	895491	4.9%
v	850125	4.6%
l	809443	4.4%
Other values (35)	5388381	29.3%

Uppercase Letter

Value	Count	Frequency (%)
P	116360	9.9%
O	101828	8.7%
N	91753	7.8%
A	63780	5.4%
R	63176	5.4%
E	55901	4.8%
L	54974	4.7%
M	54278	4.6%
T	53950	4.6%
Z	53932	4.6%
Other values (34)	465115	39.6%

Other Punctuation

Value	Count	Frequency (%)
.	269783	45.2%
,	111861	18.7%
:	110138	18.4%
!	72319	12.1%
/	19252	3.2%
*	4323	0.7%
%	2824	0.5%
'	2313	0.4%
@	2071	0.3%
"	1171	0.2%
Other values (4)	1333	0.2%

Decimal Number

Value	Count	Frequency (%)
0	185691	26.3%
1	136417	19.3%
2	126011	17.8%
3	53289	7.5%
5	49627	7.0%
4	45369	6.4%
8	31105	4.4%
6	29922	4.2%
9	25107	3.6%
7	24240	3.4%

Math Symbol

Value	Count	Frequency (%)
+	79362	64.2%
<	37102	30.0%
>	4171	3.4%
=	2370	1.9%
\|	623	0.5%

Control

Value	Count	Frequency (%)
	150058	66.7%
	75038	33.3%
	2	< 0.1%

Open Punctuation

Value	Count	Frequency (%)
(	77293	> 99.9%
„	21	< 0.1%
[	4	< 0.1%

Modifier Symbol

Value	Count	Frequency (%)
´	61	57.0%
`	42	39.3%
¨	4	3.7%

Dash Punctuation

Value	Count	Frequency (%)
-	201137	> 99.9%
–	1	< 0.1%

Close Punctuation

Value	Count	Frequency (%)
)	77253	> 99.9%
]	4	< 0.1%

Space Separator

Value	Count	Frequency (%)
	1724095	100.0%

Connector Punctuation

Value	Count	Frequency (%)
_	14717	100.0%

Other Symbol

Value	Count	Frequency (%)
°	85	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	19563176	83.9%
Common	3747786	16.1%

Most frequent character per script

Latin

Value	Count	Frequency (%)
n	2792801	14.3%
e	1683160	8.6%
a	1485544	7.6%
o	1331305	6.8%
i	1186964	6.1%
t	1032153	5.3%
í	932939	4.8%
r	895491	4.6%
v	850125	4.3%
l	809443	4.1%
Other values (78)	6563251	33.5%

Common

Value	Count	Frequency (%)
	1724095	46.0%
.	269783	7.2%
-	201137	5.4%
0	185691	5.0%
	150058	4.0%
1	136417	3.6%
2	126011	3.4%
,	111861	3.0%
:	110138	2.9%
+	79362	2.1%
Other values (36)	653233	17.4%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	21227794	91.1%
None	2083146	8.9%
Punctuation	22	< 0.1%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
n	2792801	13.2%
	1724095	8.1%
e	1683160	7.9%
a	1485544	7.0%
o	1331305	6.3%
i	1186964	5.6%
t	1032153	4.9%
r	895491	4.2%
v	850125	4.0%
l	809443	3.8%
Other values (82)	7436713	35.0%

None

Value	Count	Frequency (%)
í	932939	44.8%
á	517862	24.9%
ě	177918	8.5%
ž	105876	5.1%
é	79957	3.8%
ř	56075	2.7%
ý	51172	2.5%
č	50696	2.4%
ů	36807	1.8%
š	21368	1.0%
Other values (30)	52476	2.5%

Punctuation

Value	Count	Frequency (%)
„	21	95.5%
–	1	4.5%

RefHigh
Unsupported

MISSING
REJECTED
UNSUPPORTED

Missing	1747017
Missing (%)	20.1%
Memory size	66.2 MiB

RefLow
Unsupported

MISSING
REJECTED
UNSUPPORTED

Missing	1747253
Missing (%)	20.1%
Memory size	66.2 MiB

Unit
Categorical

HIGH CARDINALITY
MISSING

Distinct	195
Distinct (%)	< 0.1%
Missing	1383102
Missing (%)	15.9%
Memory size	66.2 MiB

mmol/l	1478479
%	868045
x10^9/l	403422
fl	401148
g/l	397441
Other values (190)	3747661

Length

Max length	22
Median length	15
Mean length	4.6795038
Min length	1

Characters and Unicode

Total characters	34142577
Distinct characters	70
Distinct categories	9 ?
Distinct scripts	2 ?
Distinct blocks	2 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	19 ?
Unique (%)	< 0.1%

Sample

1st row	mmol/l
2nd row	mmol/l
3rd row	mmol/l
4th row	umol/l
5th row	mmol/l

Common Values

Value	Count	Frequency (%)
mmol/l	1478479	17.0%
%	868045	10.0%
x10^9/l	403422	4.6%
fl	401148	4.6%
g/l	397441	4.6%
ukat/l	343569	4.0%
10^9/l	322382	3.7%
umol/l	246669	2.8%
µkat/l	236565	2.7%
/uL	224902	2.6%
Other values (185)	2373574	27.3%
(Missing)	1383102	15.9%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
mmol/l	1501468	20.1%
	974603	13.1%
x10^9/l	403422	5.4%
fl	401203	5.4%
g/l	397527	5.3%
ukat/l	343753	4.6%
10^9/l	322389	4.3%
ul	269842	3.6%
umol/l	246762	3.3%
µkat/l	236597	3.2%
Other values (159)	2355249	31.6%

Most occurring characters

Value	Count	Frequency (%)
l	7578497	22.2%
/	5429095	15.9%
m	4615170	13.5%
o	2399525	7.0%
1	1214359	3.6%
0	922814	2.7%
u	891088	2.6%
^	872267	2.6%
%	871027	2.6%
g	833474	2.4%
Other values (60)	8515261	24.9%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	21727754	63.6%
Other Punctuation	6795749	19.9%
Decimal Number	3588693	10.5%
Uppercase Letter	895158	2.6%
Modifier Symbol	872267	2.6%
Space Separator	156619	0.5%
Dash Punctuation	106315	0.3%
Math Symbol	14	< 0.1%
Connector Punctuation	8	< 0.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
l	7578497	34.9%
m	4615170	21.2%
o	2399525	11.0%
u	891088	4.1%
g	833474	3.8%
k	794400	3.7%
a	748953	3.4%
t	614977	2.8%
µ	608736	2.8%
x	537592	2.5%
Other values (19)	2105342	9.7%

Uppercase Letter

Value	Count	Frequency (%)
L	426693	47.7%
I	152789	17.1%
U	143961	16.1%
P	60302	6.7%
R	44442	5.0%
N	41656	4.7%
E	5741	0.6%
Y	5270	0.6%
A	4148	0.5%
F	3327	0.4%
Other values (9)	6829	0.8%

Decimal Number

Value	Count	Frequency (%)
1	1214359	33.8%
0	922814	25.7%
9	775573	21.6%
2	287393	8.0%
3	223788	6.2%
7	147876	4.1%
6	12125	0.3%
4	4747	0.1%
5	18	< 0.1%

Other Punctuation

Value	Count	Frequency (%)
/	5429095	79.9%
%	871027	12.8%
.	347724	5.1%
,	147872	2.2%
*	29	< 0.1%
"	2	< 0.1%

Math Symbol

Value	Count	Frequency (%)
<	6	42.9%
>	6	42.9%
+	2	14.3%

Modifier Symbol

Value	Count	Frequency (%)
^	872267	100.0%

Space Separator

Value	Count	Frequency (%)
	156619	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	106315	100.0%

Connector Punctuation

Value	Count	Frequency (%)
_	8	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	22014176	64.5%
Common	12128401	35.5%

Most frequent character per script

Latin

Value	Count	Frequency (%)
l	7578497	34.4%
m	4615170	21.0%
o	2399525	10.9%
u	891088	4.0%
g	833474	3.8%
k	794400	3.6%
a	748953	3.4%
t	614977	2.8%
x	537592	2.4%
L	426693	1.9%
Other values (37)	2573807	11.7%

Common

Value	Count	Frequency (%)
/	5429095	44.8%
1	1214359	10.0%
0	922814	7.6%
^	872267	7.2%
%	871027	7.2%
9	775573	6.4%
µ	608736	5.0%
.	347724	2.9%
2	287393	2.4%
3	223788	1.8%
Other values (13)	575625	4.7%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	33488291	98.1%
None	654286	1.9%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
l	7578497	22.6%
/	5429095	16.2%
m	4615170	13.8%
o	2399525	7.2%
1	1214359	3.6%
0	922814	2.8%
u	891088	2.7%
^	872267	2.6%
%	871027	2.6%
g	833474	2.5%
Other values (55)	7860975	23.5%

None

Value	Count	Frequency (%)
µ	608736	93.0%
č	43054	6.6%
í	2382	0.4%
Č	107	< 0.1%
ě	7	< 0.1%

NLCP_E
Unsupported

REJECTED
UNSUPPORTED

Missing	0
Missing (%)	0.0%
Memory size	66.2 MiB

NCLP_E
Unsupported

REJECTED
UNSUPPORTED

Missing	0
Missing (%)	0.0%
Memory size	66.2 MiB

Auto

The auto setting is an interpretable pairwise column metric of the following mapping:

Variable_type-Variable_type : Method, Range
Categorical-Categorical : Cramer's V, [0,1]
Numerical-Categorical : Cramer's V, [0,1] (using a discretized numerical column)
Numerical-Numerical : Spearman's ρ, [-1,1]

The number of bins used in the discretization for the Numerical-Categorical column pair can be changed using config.correlations["auto"].n_bins. The number of bins affects the granularity of the association you wish to measure.

This configuration uses the recommended metric for each pair of columns.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

First rows
Last rows

	Patient	Report	ID	EntryDate	EntryTime	Code	NCLP	Analyte	ValueNumber	ValueText	RefHigh	RefLow	Unit	NLCP_E	NCLP_E
0	324729	27200171	154214712	30.09.2022	30.12.1899 7:42:00	SZU-HEP_0004__R	NaN	HBsAg konfirmace	NaN	externě	NaN	NaN	NaN
1	324729	27200171	154214720	30.09.2022	30.12.1899 7:42:00	ZU-OKM_0024__R	NaN	Rotaviry + Noroviry stolice	NaN	odběr	NaN	NaN	NaN
2	324729	1453155	18244355	16.04.2015	30.12.1899 7:31:00	NaN	3482.0	s_vápník celk.	2.37	NaN	2.55	2.15	mmol/l	52672.0	52672.0
3	324729	1453155	18244356	16.04.2015	30.12.1899 7:31:00	NaN	2618.0	s_fosfor	1.32	NaN	1.23	0.71	mmol/l	2618.0	2618.0
4	324729	1453155	18244357	16.04.2015	30.12.1899 7:31:00	NaN	3940.0	s_hořčík	0.75	NaN	0.94	0.71	mmol/l	3940.0	3940.0
5	324729	1453155	18244358	16.04.2015	30.12.1899 7:31:00	NaN	8574.0	s_kreatinin	138.9	NaN	104.0	64.0	umol/l	8574.0	8574.0
6	324729	1453155	18244359	16.04.2015	30.12.1899 7:31:00	NaN	1896.0	p_glukóza (NaF)	10.36	NaN	5.59	3.60	mmol/l	51802.0	51802.0
7	324729	1453155	18244360	16.04.2015	30.12.1899 7:31:00	NaN	1350.0	s_cholesterol	3.5	NaN	5.0	2.9	mmol/l	1350.0	1350.0
8	324729	1453155	18244361	16.04.2015	30.12.1899 7:31:00	NaN	12374.0	s_TAG	1.77	NaN	1.69	0.50	mmol/l	12374.0	12374.0
9	324729	1453155	18244362	16.04.2015	30.12.1899 7:31:00	NaN	2036.0	s_HDL cholest.	0.93	NaN	2.1	1.00	mmol/l	2036.0	2036.0

	Patient	Report	ID	EntryDate	EntryTime	Code	NCLP	Analyte	ValueNumber	ValueText	RefHigh	RefLow	Unit	NLCP_E	NCLP_E
8679288	335472	26490462	140942842	13.05.2022	30.12.1899 6:47:00	NaN	9189.0	U_válce hyalinní UF	3	NaN	2.0	0	/µL	9189.0	9189.0
8679289	335472	26490462	140942843	13.05.2022	30.12.1899 6:47:00	NaN	15160.0	U_epitelie renální UF	NaN	normální nález	NaN	NaN	NaN	15160.0	15160.0
8679290	335472	26490462	140942844	13.05.2022	30.12.1899 6:47:00	NaN	14013.0	U_epitelie přechodné UF	0	NaN	0.0	0	/µL	14013.0	14013.0
8679291	335472	26490462	140942845	13.05.2022	30.12.1899 6:47:00	NaN	14011.0	U_epitelie dlaž.UF	1	NaN	20.0	0	/µL	14011.0	14011.0
8679292	335472	26490462	140942846	13.05.2022	30.12.1899 6:47:00	NaN	3414.0	U_protein celk.	NaN	negativní	NaN	NaN	NaN	3414.0	3414.0
8679293	335472	26490462	140942847	13.05.2022	30.12.1899 6:47:00	NaN	3386.0	U_shluky leukocytů UF	0	NaN	NaN	NaN	arb.j.	3386.0	3386.0
8679294	335472	26490462	140942848	13.05.2022	30.12.1899 6:47:00	NaN	3280.0	U_bilirubin	NaN	negativní	NaN	NaN	NaN	3280.0	3280.0
8679295	335472	26490462	140942849	13.05.2022	30.12.1899 6:47:00	NaN	9322.0	U_leukocyty UF	5	NaN	10.0	0	/µL	9322.0	9322.0
8679296	335472	26490462	140942850	13.05.2022	30.12.1899 6:47:00	NaN	3078.0	s_kys.močová	327	NaN	420.0	210	µmol/l	3078.0	3078.0
8679297	335472	27409261	158447953	29.09.2022	30.12.1899 6:44:00	NaN	15194.0	B_HbA1c	53	NaN	42.0	20.0	mmol/mol	15194.0	15194.0

Overview

Variables

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Punctuation

Space Separator

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Uppercase Letter

Lowercase Letter

Decimal Number

Other Punctuation

Connector Punctuation

Dash Punctuation

Space Separator

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Other Punctuation

Decimal Number

Math Symbol

Space Separator

Dash Punctuation

Open Punctuation

Close Punctuation

Other Symbol

Connector Punctuation

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

None

Letterlike Symbols

Punctuation

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number